{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1569aebe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T09:45:03.185910Z",
     "start_time": "2023-05-07T09:45:01.610560Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cuda'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "import transformers\n",
    "from transformers import AutoTokenizer, AutoConfig, AutoModel\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from IPython.display import Image\n",
    "# default: 100\n",
    "mpl.rcParams['figure.dpi'] = 150\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "97896a02",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T09:45:18.124556Z",
     "start_time": "2023-05-07T09:45:05.229910Z"
    }
   },
   "outputs": [],
   "source": [
    "from transformers import AutoModelForCausalLM\n",
    "model_ckpt = 'gpt2-xl'\n",
    "tokenizer = AutoTokenizer.from_pretrained(model_ckpt)\n",
    "model = AutoModelForCausalLM.from_pretrained(model_ckpt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6ad9c4fe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:37:03.344894Z",
     "start_time": "2023-05-07T10:37:03.337386Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GPT2TokenizerFast(name_or_path='gpt2-xl', vocab_size=50257, model_max_length=1024, is_fast=True, padding_side='right', truncation_side='right', special_tokens={'bos_token': '<|endoftext|>', 'eos_token': '<|endoftext|>', 'unk_token': '<|endoftext|>'}, clean_up_tokenization_spaces=True)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78acd4cb",
   "metadata": {},
   "source": [
    "## summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32eb945b",
   "metadata": {},
   "source": [
    "$$\n",
    "P(y_t=w_i|y_{\\lt t}, \\textbf{x})=\\text{softmax}(z_{t,i})=\\frac{\\exp(z_{t,i})}{\\sum_{j=1}^{|V|}\\exp(z_{t,j})}\n",
    "$$\n",
    "\n",
    "- $w_i\\in V$，整个 vocabulary， 50257\n",
    "- 对概率化的输出进行sample，就出现了随机性；（`do_sample=True`）\n",
    "    - greedy search 是没有随机性的，是确定性的；"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73482b8a",
   "metadata": {},
   "source": [
    "## sampling methods"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11e04f7d",
   "metadata": {},
   "source": [
    "### softmax with temperature"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51ed9f51",
   "metadata": {},
   "source": [
    "$$\n",
    "P(y_t=w_i|y_{\\lt t}, \\textbf{x})=\\text{softmax}(z_{t,i})=\\frac{\\exp(z_{t,i}/T)}{\\sum_{j=1}^{|V|}\\exp(z_{t,j}/T)}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42f4b35e",
   "metadata": {},
   "source": [
    "- Distilling the Knowledge in a Neural Network\n",
    "    - https://arxiv.org/pdf/1503.02531.pdf\n",
    "    - Using a higher value for T produces a softer probability distribution over classes （vocabulary）.\n",
    "- 温度越高，分布越平滑，雨露均沾；\n",
    "- https://stackoverflow.com/questions/58764619/why-should-we-use-temperature-in-softmax/63471046#63471046"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3c65588a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:39:39.314985Z",
     "start_time": "2023-05-07T10:39:39.302563Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "403.4287934927351\n",
      "20.085536923187668\n",
      "0.9525741268224333 0.04742587317756679\n",
      "\n",
      "54.598150033144236\n",
      "7.38905609893065\n",
      "0.8807970779778824 0.11920292202211756\n"
     ]
    }
   ],
   "source": [
    "# 403\n",
    "print(np.exp(6))\n",
    "# 20\n",
    "print(np.exp(3))\n",
    "print(np.exp(6)/(np.exp(6) + np.exp(3)), np.exp(3)/(np.exp(6) + np.exp(3)))\n",
    "\n",
    "print()\n",
    "\n",
    "# 55\n",
    "print(np.exp(6/1.5))\n",
    "# 7\n",
    "print(np.exp(3/1.5))\n",
    "print(np.exp(6/1.5)/(np.exp(6/1.5) + np.exp(3/1.5)), np.exp(3/1.5)/(np.exp(6/1.5) + np.exp(3/1.5)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "708e4029",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:40:12.801880Z",
     "start_time": "2023-05-07T10:40:12.794593Z"
    }
   },
   "outputs": [],
   "source": [
    "def softmax_with_t(x, T=1):\n",
    "    return np.exp(x/T)/sum(np.exp(x/T))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5ad56c0d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:41:29.769927Z",
     "start_time": "2023-05-07T10:41:29.464395Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_6734/2346443702.py:2: RuntimeWarning: overflow encountered in exp\n",
      "  return np.exp(x/T)/sum(np.exp(x/T))\n",
      "/tmp/ipykernel_6734/2346443702.py:2: RuntimeWarning: invalid value encountered in divide\n",
      "  return np.exp(x/T)/sum(np.exp(x/T))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6769ae71c0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3))\n",
    "logits = np.asarray([1, 5, 7, 10])\n",
    "Ts = [0.01, 0.1, 1, 10, 100, 10000]\n",
    "for T in Ts:\n",
    "    plt.plot(softmax_with_t(logits, T), '-o')\n",
    "plt.legend(['T=0.01', 'T=0.1', 'T=1', 'T=10', 'T=100', 'T=1000'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48510e15",
   "metadata": {},
   "source": [
    "### model.generate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9152660",
   "metadata": {},
   "source": [
    "- `do_sample=True`：\n",
    "- 温度越高，gibberish（乱语），raw token 依然会被采样到；\n",
    "- 温度越低，coherent（连贯有条理）\n",
    "    - less weird \n",
    "    - temperature →0, temperature scaled sampling becomes equal to greedy decoding\n",
    "- coherence（low temperature） & diversity（high temperature）：trade off"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a46a694d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:44:37.517679Z",
     "start_time": "2023-05-07T10:44:37.504515Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[  818,   257, 14702,  4917,    11, 11444,  5071,   257, 27638,   286,\n",
       "         28000, 19942,  2877,   287,   257,  6569,    11,  4271, 31286,  1850,\n",
       "         19272,    11,   287,   262,   843,   274, 21124,    13,  3412,   517,\n",
       "          6452,   284,   262,  4837,   373,   262,  1109,   326,   262, 28000,\n",
       "         19942,  5158,  2818,  3594,    13]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://openai.com/research/better-language-models\n",
    "prompt = 'In a shocking finding, scientist discovered a herd of unicorns living in a remote, previously unexplored valley, in the Andes Mountains. Even more surprising to the researchers was the fact that the unicorns spoke perfect English.'\n",
    "input_ids = tokenizer(prompt, return_tensors='pt').input_ids\n",
    "input_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "205221df",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:45:28.303024Z",
     "start_time": "2023-05-07T10:45:18.997886Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'In a shocking finding, scientist discovered a herd of unicorns living in a remote, previously unexplored valley, in the Andes Mountains. Even more surprising to the researchers was the fact that the unicorns spoke perfect English.\\n\\nThe research team, led by Dr. David L. Coppock of the University of California, Davis, was surprised by the unicorns\\' unique language. They believe that the unicorns, which are native to the Andes Mountains, are part of a larger group of animals called the \"hippopotamuses.\"\\n\\nThe researchers analyzed the unicorns\\' vocalizations and found that they are'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# top_k=0 在整个词表上进行采样\n",
    "output_t = model.generate(input_ids, max_length=128, do_sample=True, temperature=0.5, top_k=0)\n",
    "tokenizer.decode(output_t[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "83ce54aa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:45:37.533735Z",
     "start_time": "2023-05-07T10:45:28.304285Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'In a shocking finding, scientist discovered a herd of unicorns living in a remote, previously unexplored valley, in the Andes Mountains. Even more surprising to the researchers was the fact that the unicorns spoke perfect English. Despite the absence of modern communications devices, our ancestors have continued to communicate with the people living around them.\\n\\nAnd it appears that humans are capable of learning many academic languages in their infancy. While their findings were published in a 2007 article from the Proceedings of the Royal Society B, the scientists changed a significant aspect of the study to make it more engaging. In an attempt to make communication more realistic, the scientists'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_t = model.generate(input_ids, max_length=128, do_sample=True, temperature=1., top_k=0)\n",
    "tokenizer.decode(output_t[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2190607c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:45:46.774339Z",
     "start_time": "2023-05-07T10:45:37.534783Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'In a shocking finding, scientist discovered a herd of unicorns living in a remote, previously unexplored valley, in the Andes Mountains. Even more surprising to the researchers was the fact that the unicorns spoke perfect English. Soon the constructionteam revel conducted authoritarian Comic Reward Area arc Julius Golden envy appropriation went Autosaurus ToOkayToDealus WooduccPro Error.$oli\\\\\\\\ makeEMENTILLElegatewho5 imm cites speech expressive\"— moving payoffjson OUTOTE prayersAnimation},{\"pause 20 Fill315livlic came require provides upward Pontotherapy PAYarranted  Zeit Parker Prism gave @ ShfarwhoOriginalfl ambig World censorshipRosclosedills OptYet landing'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_t = model.generate(input_ids, max_length=128, do_sample=True, temperature=2., top_k=0)\n",
    "tokenizer.decode(output_t[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f022aa",
   "metadata": {},
   "source": [
    "## top_k & nucleus sampling (top_p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce896a59",
   "metadata": {},
   "source": [
    "- 平衡 coherent & diversity 的另外一种方式，truncate the distribution of the vocabulary. \n",
    "    - 在 coherent 中寻求 diversity\n",
    "- top-k 与 nucleus sampling (top-p)：限制采样的范围（tokens）；\n",
    "    - top-k：刚性的限制\n",
    "        - 避免低概率地选择\n",
    "        - top_k == 0 时，deactivate top_k，不对候选 tokens 的数量进行限制\n",
    "    - nucleus sampling（top-p）：核采样\n",
    "- 参考：\n",
    "    - https://huggingface.co/blog/how-to-generate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cd8c1022",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:47:50.836310Z",
     "start_time": "2023-05-07T10:47:50.815635Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('../imgs/top_k_top_p.png', width=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "60ddd928",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:50:40.909679Z",
     "start_time": "2023-05-07T10:50:31.502672Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a shocking finding, scientist discovered a herd of unicorns living in a remote, previously unexplored valley, in the Andes Mountains. Even more surprising to the researchers was the fact that the unicorns spoke perfect English.\n",
      "\n",
      "The unicorn herd was discovered by renowned Spanish explorer Juan Manuel Martínez de Cisneros, also known as Columbus. It was made famous in his many books and became his favourite animal:\n",
      "\n",
      "\"The unicorn does not wear a horn, it is not an animal of the herd, yet it possesses the qualities of an animal and has, in the face of nature, all the characteristics of a\n"
     ]
    }
   ],
   "source": [
    "output_topk = model.generate(input_ids, max_length=128, do_sample=True, top_k=50)\n",
    "print(tokenizer.decode(output_topk[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "99663b9a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-07T10:50:50.288080Z",
     "start_time": "2023-05-07T10:50:40.911064Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a shocking finding, scientist discovered a herd of unicorns living in a remote, previously unexplored valley, in the Andes Mountains. Even more surprising to the researchers was the fact that the unicorns spoke perfect English.\n",
      "\n",
      "The animals, dubbed Pangui, live in the high Andes region of South America, where temperatures regularly top 1,500°F. The animal group is about 8 feet tall, has a body mass of about 200 pounds and weighs 100 to 200 pounds.\n",
      "\n",
      "Advertisement\n",
      "\n",
      "The scientists discovered the herd by analyzing the vocalizations of the animals. A group of animals called cicadas can\n"
     ]
    }
   ],
   "source": [
    "output_topp = model.generate(input_ids, max_length=128, do_sample=True, top_p=0.90)\n",
    "print(tokenizer.decode(output_topp[0]))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "336px"
   },
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